WASHINGTON—Outbursts at the Supreme Court are rare, but video recordings of the justices in session are unheard of.

That changed when a protest during a court session was captured in shaky footage and posted on the Internet Thursday, thrusting the high court's long-standing ban on cameras in the courtroom into the spotlight.